Assignment 9: Visualization - Revealing a graph
How to do it?:
Open the Rmarkdown file of this assignment (link) in Rstudio.
Right under each question, insert a code chunk (you can use the hotkey
Ctrl + Alt + Ito add a code chunk) and code the solution for the question.Knitthe rmarkdown file (hotkey:Ctrl + Alt + K) to export an html.Publish the html file to your Githiub Page.
Submission: Submit the link on Github of the assignment to Canvas
# Install the necessary libraries for use:
library(gganimate)
library(ggplot2)
library(tidyverse)
library(lubridate)- Use the dataset by of covid 19 by WHO at https://covid19.who.int/WHO-COVID-19-global-data.csv. Find the three countries with the most numbers of deaths by Covid-19.
# Read the dataset into a dataframe:
covid_data <- read_csv("https://covid19.who.int/WHO-COVID-19-global-data.csv")
# Observe the variables of the dataframe:
spec(covid_data)## cols(
## Date_reported = col_date(format = ""),
## Country_code = col_character(),
## Country = col_character(),
## WHO_region = col_character(),
## New_cases = col_double(),
## Cumulative_cases = col_double(),
## New_deaths = col_double(),
## Cumulative_deaths = col_double()
## )# look at examples of the data:
covid_data## # A tibble: 165,900 x 8
## Date_reported Country_code Country WHO_region New_cases Cumulative_cases
## <date> <chr> <chr> <chr> <dbl> <dbl>
## 1 2020-01-03 AF Afghanistan EMRO 0 0
## 2 2020-01-04 AF Afghanistan EMRO 0 0
## 3 2020-01-05 AF Afghanistan EMRO 0 0
## 4 2020-01-06 AF Afghanistan EMRO 0 0
## 5 2020-01-07 AF Afghanistan EMRO 0 0
## 6 2020-01-08 AF Afghanistan EMRO 0 0
## 7 2020-01-09 AF Afghanistan EMRO 0 0
## 8 2020-01-10 AF Afghanistan EMRO 0 0
## 9 2020-01-11 AF Afghanistan EMRO 0 0
## 10 2020-01-12 AF Afghanistan EMRO 0 0
## # ... with 165,890 more rows, and 2 more variables: New_deaths <dbl>,
## # Cumulative_deaths <dbl>Find the three countries with the most numbers of deaths by Covid-19.
covid_data %>%
filter(Date_reported == '2021-10-31') %>%
arrange(-Cumulative_deaths)## # A tibble: 237 x 8
## Date_reported Country_code Country WHO_region New_cases Cumulative_cases
## <date> <chr> <chr> <chr> <dbl> <dbl>
## 1 2021-10-31 US United Stat~ AMRO 87003 45638842
## 2 2021-10-31 BR Brazil AMRO 11965 21793401
## 3 2021-10-31 IN India SEARO 12830 34273300
## 4 2021-10-31 MX Mexico AMRO 3146 3818853
## 5 2021-10-31 RU Russian Fed~ EURO 40993 8513790
## 6 2021-10-31 PE Peru AMRO 840 2199876
## 7 2021-10-31 ID Indonesia SEARO 523 4244358
## 8 2021-10-31 GB The United ~ EURO 40726 9019966
## 9 2021-10-31 IT Italy EURO 4878 4768177
## 10 2021-10-31 CO Colombia AMRO 1604 4999048
## # ... with 227 more rows, and 2 more variables: New_deaths <dbl>,
## # Cumulative_deaths <dbl># According to the data the United States had the most number of cumulative
# deaths followed by Brazil and India.Hint:
- Use
filterto select the most current date
# Use 10/31/2021
covid_data %>%
filter(Date_reported == '2021-10-31') # I am going to use halloween for this graph as it is better than 11/01/2021## # A tibble: 237 x 8
## Date_reported Country_code Country WHO_region New_cases Cumulative_cases
## <date> <chr> <chr> <chr> <dbl> <dbl>
## 1 2021-10-31 AF Afghanistan EMRO 14 156088
## 2 2021-10-31 AL Albania EURO 547 184887
## 3 2021-10-31 DZ Algeria AFRO 88 206358
## 4 2021-10-31 AS American Samoa WPRO 0 4
## 5 2021-10-31 AD Andorra EURO 0 15516
## 6 2021-10-31 AO Angola AFRO 73 64374
## 7 2021-10-31 AI Anguilla AMRO 0 892
## 8 2021-10-31 AG Antigua and Barbuda AMRO 0 4040
## 9 2021-10-31 AR Argentina AMRO 2185 5288259
## 10 2021-10-31 AM Armenia EURO 1587 308326
## # ... with 227 more rows, and 2 more variables: New_deaths <dbl>,
## # Cumulative_deaths <dbl>- Pipe with
arrange(-Cumulative_deaths)to rank the data by the number of cumulative deaths
# The resulting output are the countries that had the most number of cumulative deaths
# on the 31st of October 2021.
covid_data %>%
filter(Date_reported == '2021-10-31') %>% # <--- This is what the professor means by pipe function
arrange(-Cumulative_deaths)## # A tibble: 237 x 8
## Date_reported Country_code Country WHO_region New_cases Cumulative_cases
## <date> <chr> <chr> <chr> <dbl> <dbl>
## 1 2021-10-31 US United Stat~ AMRO 87003 45638842
## 2 2021-10-31 BR Brazil AMRO 11965 21793401
## 3 2021-10-31 IN India SEARO 12830 34273300
## 4 2021-10-31 MX Mexico AMRO 3146 3818853
## 5 2021-10-31 RU Russian Fed~ EURO 40993 8513790
## 6 2021-10-31 PE Peru AMRO 840 2199876
## 7 2021-10-31 ID Indonesia SEARO 523 4244358
## 8 2021-10-31 GB The United ~ EURO 40726 9019966
## 9 2021-10-31 IT Italy EURO 4878 4768177
## 10 2021-10-31 CO Colombia AMRO 1604 4999048
## # ... with 227 more rows, and 2 more variables: New_deaths <dbl>,
## # Cumulative_deaths <dbl>- Make a plot revealing the number of deaths in the three countries with the most numbers of deaths
covid_data %>%
filter(Country %in% c('United States of America','Brazil','India')) %>%
ggplot(aes(y=Cumulative_deaths,
x=Date_reported,
color=Country))+
geom_line()+
geom_point(size=3)+
geom_text(aes(label = Cumulative_deaths),
hjust = -.1, size=5) +
labs(title = 'Top 3 countries ranked by death counts', color='Country')+
transition_reveal(Date_reported)
- Create the new variable (column)
death_per_casesrecording the number of deaths per cases (Hint: divide cumulative deaths by cumulative cases). What are the three countries with the highest deaths per cases?
covid_data$death_per_cases <- (covid_data$Cumulative_deaths/covid_data$Cumulative_cases)
covid_data %>%
arrange(-death_per_cases) %>% select(death_per_cases, Country)## # A tibble: 165,900 x 2
## death_per_cases Country
## <dbl> <chr>
## 1 Inf Peru
## 2 1 Philippines
## 3 1 San Marino
## 4 1 San Marino
## 5 1 San Marino
## 6 1 Sudan
## 7 1 Sudan
## 8 1 Sudan
## 9 1 Sudan
## 10 1 Sudan
## # ... with 165,890 more rows- Make a plot revealing the number of deaths per cases of the US, Italy and Mexico.
covid_data %>%
filter(Country %in% c('United States of America','Italy','Mexico')) %>%
ggplot(aes(y=death_per_cases,
x=Date_reported,
color=Country))+
geom_line()+
geom_point(size=3)+
geom_text(aes(label = death_per_cases),
hjust = -.1, size=5) +
labs(title = 'Top 3 countries ranked by death counts', color='Country')+
transition_reveal(Date_reported)## Warning: Removed 15 row(s) containing missing values (geom_path).## Warning: Removed 3 rows containing missing values (geom_point).## Warning: Removed 3 rows containing missing values (geom_text).## Warning: Removed 15 row(s) containing missing values (geom_path).## Warning: Removed 3 rows containing missing values (geom_point).## Warning: Removed 3 rows containing missing values (geom_text).## Warning: Removed 36 row(s) containing missing values (geom_path).## Warning: Removed 3 rows containing missing values (geom_point).## Warning: Removed 3 rows containing missing values (geom_text).## Warning: Removed 55 row(s) containing missing values (geom_path).## Warning: Removed 2 rows containing missing values (geom_point).## Warning: Removed 2 rows containing missing values (geom_text).## Warning: Removed 69 row(s) containing missing values (geom_path).## Warning: Removed 2 rows containing missing values (geom_point).## Warning: Removed 2 rows containing missing values (geom_text).## Warning: Removed 76 row(s) containing missing values (geom_path).## Warning: Removed 1 rows containing missing values (geom_point).## Warning: Removed 1 rows containing missing values (geom_text).## Warning: Removed 83 row(s) containing missing values (geom_path).## Warning: Removed 1 rows containing missing values (geom_point).## Warning: Removed 1 rows containing missing values (geom_text).## Warning: Removed 90 row(s) containing missing values (geom_path).## Warning: Removed 1 rows containing missing values (geom_point).## Warning: Removed 1 rows containing missing values (geom_text).## Warning: Removed 92 row(s) containing missing values (geom_path).
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# Check with professor to make sure this is right - Use
transition_revealto create three animated graph with the vaccination data at
new_covid <- read_csv("https://raw.githubusercontent.com/govex/COVID-19/master/data_tables/vaccine_data/us_data/time_series/vaccine_data_us_timeline.csv")
# Take a general look at the data:
new_covid## # A tibble: 118,078 x 13
## Province_State Date Vaccine_Type FIPS Country_Region Lat Long_
## <chr> <date> <chr> <dbl> <chr> <dbl> <dbl>
## 1 Alabama 2020-12-10 All 1 US 32.3 -86.9
## 2 Alabama 2020-12-10 Moderna 1 US 32.3 -86.9
## 3 Alabama 2020-12-10 Pfizer 1 US 32.3 -86.9
## 4 Alabama 2020-12-11 All 1 US 32.3 -86.9
## 5 Alabama 2020-12-11 Moderna 1 US 32.3 -86.9
## 6 Alabama 2020-12-11 Pfizer 1 US 32.3 -86.9
## 7 Alabama 2020-12-12 All 1 US 32.3 -86.9
## 8 Alabama 2020-12-12 Moderna 1 US 32.3 -86.9
## 9 Alabama 2020-12-12 Pfizer 1 US 32.3 -86.9
## 10 Alabama 2020-12-13 All 1 US 32.3 -86.9
## # ... with 118,068 more rows, and 6 more variables: Doses_alloc <dbl>,
## # Doses_shipped <dbl>, Doses_admin <dbl>, Stage_One_Doses <dbl>,
## # Stage_Two_Doses <dbl>, Combined_Key <chr>Graph 1:
new_covid %>%
filter(Province_State %in% c('Alabama','Rhode Island','Louisiana')) %>%
ggplot(aes(y=Doses_admin,
x=Date,
color=Province_State))+
geom_line()+
geom_point(size=3)+
geom_text(aes(label = Province_State),
hjust = -.1, size=5) +
labs(title = 'Vaccines', x='Date', y='Vaccines administered')+
transition_reveal(Date)## Warning: Removed 22 row(s) containing missing values (geom_path).## Warning: Removed 3 rows containing missing values (geom_point).## Warning: Removed 3 rows containing missing values (geom_text).## Warning: Removed 22 row(s) containing missing values (geom_path).## Warning: Removed 3 rows containing missing values (geom_point).## Warning: Removed 3 rows containing missing values (geom_text).## Warning: Removed 66 row(s) containing missing values (geom_path).## Warning: Removed 3 rows containing missing values (geom_point).## Warning: Removed 3 rows containing missing values (geom_text).## Warning: Removed 92 row(s) containing missing values (geom_path).## Warning: Removed 1 rows containing missing values (geom_point).## Warning: Removed 1 rows containing missing values (geom_text).## Warning: Removed 103 row(s) containing missing values (geom_path).
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Graph 2:
new_covid %>%
ggplot(aes(y=Doses_admin,
x=Date))+
geom_line()+
geom_point(size=3)+
geom_text(aes(label = Doses_admin),
hjust = -.1, size=5) +
labs(title = 'Vaccines ', x='Date', y='Vaccines administered')+
transition_reveal(Date) ## Warning: Removed 400 row(s) containing missing values (geom_path).## Warning: Removed 127 rows containing missing values (geom_point).## Warning: Removed 127 rows containing missing values (geom_text).## Warning: Removed 400 row(s) containing missing values (geom_path).## Warning: Removed 127 rows containing missing values (geom_point).## Warning: Removed 127 rows containing missing values (geom_text).## Warning: Removed 981 row(s) containing missing values (geom_path).## Warning: Removed 120 rows containing missing values (geom_point).## Warning: Removed 120 rows containing missing values (geom_text).## Warning: Removed 977 row(s) containing missing values (geom_path).## Warning: Removed 102 rows containing missing values (geom_point).## Warning: Removed 102 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 89 rows containing missing values (geom_point).## Warning: Removed 89 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 86 rows containing missing values (geom_point).## Warning: Removed 86 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 85 rows containing missing values (geom_point).## Warning: Removed 85 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 83 rows containing missing values (geom_point).## Warning: Removed 83 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 80 rows containing missing values (geom_point).## Warning: Removed 80 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 79 rows containing missing values (geom_point).## Warning: Removed 79 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 77 rows containing missing values (geom_point).## Warning: Removed 77 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 76 rows containing missing values (geom_point).## Warning: Removed 76 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 64 rows containing missing values (geom_point).## Warning: Removed 64 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 64 rows containing missing values (geom_point).## Warning: Removed 64 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 64 rows containing missing values (geom_point).## Warning: Removed 64 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 64 rows containing missing values (geom_point).## Warning: Removed 64 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 64 rows containing missing values (geom_point).## Warning: Removed 64 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 64 rows containing missing values (geom_point).## Warning: Removed 64 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 64 rows containing missing values (geom_point).## Warning: Removed 64 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 64 rows containing missing values (geom_point).## Warning: Removed 64 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 64 rows containing missing values (geom_point).## Warning: Removed 64 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 64 rows containing missing values (geom_point).## Warning: Removed 64 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 63 rows containing missing values (geom_point).## Warning: Removed 63 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 64 rows containing missing values (geom_point).## Warning: Removed 64 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 64 rows containing missing values (geom_point).## Warning: Removed 64 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 64 rows containing missing values (geom_point).## Warning: Removed 64 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 64 rows containing missing values (geom_point).## Warning: Removed 64 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 64 rows containing missing values (geom_point).## Warning: Removed 64 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 65 rows containing missing values (geom_point).## Warning: Removed 65 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 64 rows containing missing values (geom_point).## Warning: Removed 64 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 64 rows containing missing values (geom_point).## Warning: Removed 64 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 64 rows containing missing values (geom_point).## Warning: Removed 64 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 64 rows containing missing values (geom_point).## Warning: Removed 64 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 64 rows containing missing values (geom_point).## Warning: Removed 64 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 59 rows containing missing values (geom_point).## Warning: Removed 59 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 59 rows containing missing values (geom_point).## Warning: Removed 59 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 59 rows containing missing values (geom_point).## Warning: Removed 59 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 59 rows containing missing values (geom_point).## Warning: Removed 59 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 59 rows containing missing values (geom_point).## Warning: Removed 59 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 59 rows containing missing values (geom_point).## Warning: Removed 59 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 59 rows containing missing values (geom_point).## Warning: Removed 59 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 59 rows containing missing values (geom_point).## Warning: Removed 59 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 64 rows containing missing values (geom_point).## Warning: Removed 64 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 64 rows containing missing values (geom_point).## Warning: Removed 64 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 64 rows containing missing values (geom_point).## Warning: Removed 64 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 64 rows containing missing values (geom_point).## Warning: Removed 64 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 64 rows containing missing values (geom_point).## Warning: Removed 64 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 64 rows containing missing values (geom_point).## Warning: Removed 64 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 64 rows containing missing values (geom_point).## Warning: Removed 64 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 64 rows containing missing values (geom_point).## Warning: Removed 64 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 64 rows containing missing values (geom_point).## Warning: Removed 64 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 64 rows containing missing values (geom_point).## Warning: Removed 64 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 64 rows containing missing values (geom_point).## Warning: Removed 64 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 64 rows containing missing values (geom_point).## Warning: Removed 64 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 64 rows containing missing values (geom_point).## Warning: Removed 64 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 64 rows containing missing values (geom_point).## Warning: Removed 64 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 64 rows containing missing values (geom_point).## Warning: Removed 64 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 64 rows containing missing values (geom_point).## Warning: Removed 64 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 64 rows containing missing values (geom_point).## Warning: Removed 64 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 64 rows containing missing values (geom_point).## Warning: Removed 64 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 64 rows containing missing values (geom_point).## Warning: Removed 64 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 64 rows containing missing values (geom_point).## Warning: Removed 64 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 64 rows containing missing values (geom_point).## Warning: Removed 64 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 64 rows containing missing values (geom_point).## Warning: Removed 64 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 64 rows containing missing values (geom_point).## Warning: Removed 64 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 64 rows containing missing values (geom_point).## Warning: Removed 64 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 64 rows containing missing values (geom_point).## Warning: Removed 64 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 64 rows containing missing values (geom_point).## Warning: Removed 64 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 64 rows containing missing values (geom_point).## Warning: Removed 64 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 64 rows containing missing values (geom_point).## Warning: Removed 64 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 64 rows containing missing values (geom_point).## Warning: Removed 64 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 64 rows containing missing values (geom_point).## Warning: Removed 64 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 64 rows containing missing values (geom_point).## Warning: Removed 64 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 64 rows containing missing values (geom_point).## Warning: Removed 64 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 64 rows containing missing values (geom_point).## Warning: Removed 64 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 64 rows containing missing values (geom_point).## Warning: Removed 64 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 64 rows containing missing values (geom_point).## Warning: Removed 64 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 64 rows containing missing values (geom_point).## Warning: Removed 64 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 64 rows containing missing values (geom_point).## Warning: Removed 64 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 64 rows containing missing values (geom_point).## Warning: Removed 64 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 64 rows containing missing values (geom_point).## Warning: Removed 64 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 64 rows containing missing values (geom_point).## Warning: Removed 64 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 64 rows containing missing values (geom_point).## Warning: Removed 64 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 64 rows containing missing values (geom_point).## Warning: Removed 64 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 64 rows containing missing values (geom_point).## Warning: Removed 64 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 64 rows containing missing values (geom_point).## Warning: Removed 64 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 65 rows containing missing values (geom_point).## Warning: Removed 65 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 65 rows containing missing values (geom_point).## Warning: Removed 65 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 65 rows containing missing values (geom_point).## Warning: Removed 65 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 65 rows containing missing values (geom_point).## Warning: Removed 65 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 65 rows containing missing values (geom_point).## Warning: Removed 65 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 67 rows containing missing values (geom_point).## Warning: Removed 67 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 66 rows containing missing values (geom_point).## Warning: Removed 66 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 66 rows containing missing values (geom_point).## Warning: Removed 66 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 67 rows containing missing values (geom_point).## Warning: Removed 67 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 67 rows containing missing values (geom_point).## Warning: Removed 67 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 67 rows containing missing values (geom_point).## Warning: Removed 67 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 67 rows containing missing values (geom_point).## Warning: Removed 67 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 68 rows containing missing values (geom_point).## Warning: Removed 68 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).## Warning: Removed 67 rows containing missing values (geom_point).## Warning: Removed 67 rows containing missing values (geom_text).## Warning: Removed 968 row(s) containing missing values (geom_path).
Graph 3:
# Observe the number of vaccines distributed in Nevada, California, and Utah
new_covid %>%
filter(Province_State %in% c('Nevada','California','Utah')) %>%
ggplot(aes(y=Doses_admin,
x=Date,
color=Province_State))+
geom_line()+
geom_point(size=3)+
geom_text(aes(label = Province_State),
hjust = -.1, size=5) +
labs(title = 'Vaccines', x='Date', y='Vaccines administered')+
transition_reveal(Date)## Warning: Removed 22 row(s) containing missing values (geom_path).## Warning: Removed 3 rows containing missing values (geom_point).## Warning: Removed 3 rows containing missing values (geom_text).## Warning: Removed 22 row(s) containing missing values (geom_path).## Warning: Removed 3 rows containing missing values (geom_point).## Warning: Removed 3 rows containing missing values (geom_text).## Warning: Removed 64 row(s) containing missing values (geom_path).## Warning: Removed 3 rows containing missing values (geom_point).## Warning: Removed 3 rows containing missing values (geom_text).## Warning: Removed 88 row(s) containing missing values (geom_path).## Warning: Removed 2 rows containing missing values (geom_point).## Warning: Removed 2 rows containing missing values (geom_text).## Warning: Removed 116 row(s) containing missing values (geom_path).## Warning: Removed 2 rows containing missing values (geom_point).## Warning: Removed 2 rows containing missing values (geom_text).## Warning: Removed 144 row(s) containing missing values (geom_path).## Warning: Removed 2 rows containing missing values (geom_point).## Warning: Removed 2 rows containing missing values (geom_text).## Warning: Removed 165 row(s) containing missing values (geom_path).## Warning: Removed 2 rows containing missing values (geom_point).## Warning: Removed 2 rows containing missing values (geom_text).## Warning: Removed 193 row(s) containing missing values (geom_path).## Warning: Removed 2 rows containing missing values (geom_point).## Warning: Removed 2 rows containing missing values (geom_text).## Warning: Removed 204 row(s) containing missing values (geom_path).## Warning: Removed 1 rows containing missing values (geom_point).## Warning: Removed 1 rows containing missing values (geom_text).## Warning: Removed 220 row(s) containing missing values (geom_path).## Warning: Removed 1 rows containing missing values (geom_point).## Warning: Removed 1 rows containing missing values (geom_text).## Warning: Removed 236 row(s) containing missing values (geom_path).## Warning: Removed 1 rows containing missing values (geom_point).## Warning: Removed 1 rows containing missing values (geom_text).## Warning: Removed 248 row(s) containing missing values (geom_path).## Warning: Removed 1 rows containing missing values (geom_point).## Warning: Removed 1 rows containing missing values (geom_text).## Warning: Removed 259 row(s) containing missing values (geom_path).
## Warning: Removed 259 row(s) containing missing values (geom_path).
## Warning: Removed 259 row(s) containing missing values (geom_path).
## Warning: Removed 259 row(s) containing missing values (geom_path).
## Warning: Removed 259 row(s) containing missing values (geom_path).
## Warning: Removed 259 row(s) containing missing values (geom_path).
## Warning: Removed 259 row(s) containing missing values (geom_path).
## Warning: Removed 259 row(s) containing missing values (geom_path).
## Warning: Removed 259 row(s) containing missing values (geom_path).
## Warning: Removed 259 row(s) containing missing values (geom_path).
## Warning: Removed 259 row(s) containing missing values (geom_path).
## Warning: Removed 259 row(s) containing missing values (geom_path).
## Warning: Removed 259 row(s) containing missing values (geom_path).
## Warning: Removed 259 row(s) containing missing values (geom_path).
## Warning: Removed 259 row(s) containing missing values (geom_path).
## Warning: Removed 259 row(s) containing missing values (geom_path).
## Warning: Removed 259 row(s) containing missing values (geom_path).
## Warning: Removed 259 row(s) containing missing values (geom_path).
## Warning: Removed 259 row(s) containing missing values (geom_path).
## Warning: Removed 259 row(s) containing missing values (geom_path).
## Warning: Removed 259 row(s) containing missing values (geom_path).
## Warning: Removed 259 row(s) containing missing values (geom_path).
## Warning: Removed 259 row(s) containing missing values (geom_path).
## Warning: Removed 259 row(s) containing missing values (geom_path).
## Warning: Removed 259 row(s) containing missing values (geom_path).
## Warning: Removed 259 row(s) containing missing values (geom_path).
## Warning: Removed 259 row(s) containing missing values (geom_path).
## Warning: Removed 259 row(s) containing missing values (geom_path).
## Warning: Removed 259 row(s) containing missing values (geom_path).
## Warning: Removed 259 row(s) containing missing values (geom_path).
## Warning: Removed 259 row(s) containing missing values (geom_path).
## Warning: Removed 259 row(s) containing missing values (geom_path).
## Warning: Removed 259 row(s) containing missing values (geom_path).
## Warning: Removed 259 row(s) containing missing values (geom_path).
## Warning: Removed 259 row(s) containing missing values (geom_path).
## Warning: Removed 259 row(s) containing missing values (geom_path).
## Warning: Removed 259 row(s) containing missing values (geom_path).
## Warning: Removed 259 row(s) containing missing values (geom_path).
## Warning: Removed 259 row(s) containing missing values (geom_path).
## Warning: Removed 259 row(s) containing missing values (geom_path).
## Warning: Removed 259 row(s) containing missing values (geom_path).
## Warning: Removed 259 row(s) containing missing values (geom_path).
## Warning: Removed 259 row(s) containing missing values (geom_path).
## Warning: Removed 259 row(s) containing missing values (geom_path).
## Warning: Removed 259 row(s) containing missing values (geom_path).
## Warning: Removed 259 row(s) containing missing values (geom_path).
## Warning: Removed 259 row(s) containing missing values (geom_path).
## Warning: Removed 259 row(s) containing missing values (geom_path).
## Warning: Removed 259 row(s) containing missing values (geom_path).
## Warning: Removed 259 row(s) containing missing values (geom_path).
## Warning: Removed 259 row(s) containing missing values (geom_path).
## Warning: Removed 259 row(s) containing missing values (geom_path).
## Warning: Removed 259 row(s) containing missing values (geom_path).
## Warning: Removed 259 row(s) containing missing values (geom_path).
## Warning: Removed 259 row(s) containing missing values (geom_path).
## Warning: Removed 259 row(s) containing missing values (geom_path).
## Warning: Removed 259 row(s) containing missing values (geom_path).
## Warning: Removed 259 row(s) containing missing values (geom_path).
## Warning: Removed 259 row(s) containing missing values (geom_path).
## Warning: Removed 259 row(s) containing missing values (geom_path).
## Warning: Removed 259 row(s) containing missing values (geom_path).
## Warning: Removed 259 row(s) containing missing values (geom_path).
## Warning: Removed 259 row(s) containing missing values (geom_path).
## Warning: Removed 259 row(s) containing missing values (geom_path).
## Warning: Removed 259 row(s) containing missing values (geom_path).
## Warning: Removed 259 row(s) containing missing values (geom_path).
## Warning: Removed 259 row(s) containing missing values (geom_path).
## Warning: Removed 259 row(s) containing missing values (geom_path).
## Warning: Removed 259 row(s) containing missing values (geom_path).
## Warning: Removed 259 row(s) containing missing values (geom_path).
## Warning: Removed 259 row(s) containing missing values (geom_path).
## Warning: Removed 259 row(s) containing missing values (geom_path).
## Warning: Removed 259 row(s) containing missing values (geom_path).
## Warning: Removed 259 row(s) containing missing values (geom_path).
## Warning: Removed 259 row(s) containing missing values (geom_path).
## Warning: Removed 259 row(s) containing missing values (geom_path).
## Warning: Removed 259 row(s) containing missing values (geom_path).
## Warning: Removed 259 row(s) containing missing values (geom_path).
## Warning: Removed 259 row(s) containing missing values (geom_path).## Warning: Removed 261 row(s) containing missing values (geom_path).## Warning: Removed 1 rows containing missing values (geom_point).## Warning: Removed 1 rows containing missing values (geom_text).## Warning: Removed 261 row(s) containing missing values (geom_path).## Warning: Removed 1 rows containing missing values (geom_point).## Warning: Removed 1 rows containing missing values (geom_text).## Warning: Removed 261 row(s) containing missing values (geom_path).## Warning: Removed 1 rows containing missing values (geom_point).## Warning: Removed 1 rows containing missing values (geom_text).## Warning: Removed 261 row(s) containing missing values (geom_path).## Warning: Removed 1 rows containing missing values (geom_point).## Warning: Removed 1 rows containing missing values (geom_text).## Warning: Removed 261 row(s) containing missing values (geom_path).## Warning: Removed 1 rows containing missing values (geom_point).## Warning: Removed 1 rows containing missing values (geom_text).## Warning: Removed 261 row(s) containing missing values (geom_path).## Warning: Removed 1 rows containing missing values (geom_point).## Warning: Removed 1 rows containing missing values (geom_text).## Warning: Removed 261 row(s) containing missing values (geom_path).## Warning: Removed 1 rows containing missing values (geom_point).## Warning: Removed 1 rows containing missing values (geom_text).## Warning: Removed 261 row(s) containing missing values (geom_path).## Warning: Removed 1 rows containing missing values (geom_point).## Warning: Removed 1 rows containing missing values (geom_text).## Warning: Removed 261 row(s) containing missing values (geom_path).## Warning: Removed 1 rows containing missing values (geom_point).## Warning: Removed 1 rows containing missing values (geom_text).## Warning: Removed 260 row(s) containing missing values (geom_path).## Warning: Removed 1 rows containing missing values (geom_point).## Warning: Removed 1 rows containing missing values (geom_text).